{
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 "metadata": {
  "language_info": {
   "name": "python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "version": "3.7.3-final"
  },
  "orig_nbformat": 2,
  "file_extension": ".py",
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython2",
  "version": 2,
  "kernelspec": {
   "name": "python271664bitenvvirtualenv8836d05012704695b9eba33d763507b5",
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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from matplotlib import rc\n",
    "import pandas as pd\n",
    "import re\n",
    "\n",
    "# plot style\n",
    "sns.set_style('whitegrid')\n",
    "sns.set_style({'font.family': 'Times New Roman'})\n",
    "sns.set_context(\"paper\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"data/dataset_level.csv\", index_col=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataset size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(0, 80)"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": "<Figure size 165.6x144 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, \\\n",
    "    gridspec_kw={\"height_ratios\": (.3, .7)}, \\\n",
    "    figsize=(2.3, 2))\n",
    "\n",
    "# Add a graph in each part\n",
    "sns.boxplot(df[\"sizeMB\"], ax=ax_box, color=\"g\", width=0.7,)\n",
    "ax_box.set_yticks([])\n",
    "\n",
    "sns.distplot(df[\"sizeMB\"], ax=ax_hist, bins=800, kde=False, color=\"g\")\n",
    "#sns.set_context(\"paper\")\n",
    "\n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set_title('Distribution of dataset sizes',fontsize=10)\n",
    "ax_hist.set_xlabel(\"Size [MB]\",fontsize=9)\n",
    "\n",
    "#plt.ylim(0, 1000)\n",
    "plt.xlim(0, 80)\n",
    "\n",
    "#f.tight_layout()\n",
    "#f.savefig(\"plots/ds_size.pdf\", dpi=100, bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x127c3f6d0>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 165.6x144 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax_box, ax_hist) = plt.subplots(\n",
    "    2, sharex=True, \n",
    "    gridspec_kw={\"height_ratios\": (.30,.70)}, \n",
    "    figsize=(2.3, 2))\n",
    "\n",
    "sns.boxplot(\n",
    "    data=df[[\"r_file\",\"files_count\"]], \n",
    "    width=0.7, \n",
    "    palette= dict(r_file=\"skyblue\", files_count=\"red\"),\n",
    "    ax = ax_box,\n",
    "    orient='h',\n",
    ")\n",
    "ax_box.set_yticks([])\n",
    "\n",
    "b = range(df[\"r_file\"].max())\n",
    "sns.distplot( df[\"r_file\"] , color=\"skyblue\", kde=False, bins=b, label=\"R files only\", ax=ax_hist)\n",
    "sns.distplot( df[\"files_count\"] , bins=b, color=\"red\", kde=False, label=\"All files\", ax=ax_hist)\n",
    "\n",
    "ax_box.set(xlabel='')\n",
    "#ax_box2.set(xlabel='')\n",
    "ax_box.set_title('Number of files per dataset',fontsize=10)\n",
    "ax_hist.set_xlabel(\"Number of files\",fontsize=9)\n",
    "\n",
    "plt.xlim(0, 30)\n",
    "plt.ylim(0, 1000)\n",
    "plt.legend()\n",
    "\n",
    "#f.savefig(\"plots/files_per_ds.pdf\", dpi=100, bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(0, 60)"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": "<Figure size 165.6x144 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.2, .8)}, figsize=(2.3, 2))\n",
    "\n",
    "# Add a graph in each part\n",
    "b = range(0,int(df[\"avg_file_len\"].max()),2)\n",
    "sns.boxplot(df[\"avg_file_len\"], ax=ax_box, color=\"g\")\n",
    "sns.distplot(df[\"avg_file_len\"], ax=ax_hist, color=\"g\", bins=b, kde=False)\n",
    " \n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set_title('Distribution of average file name lengths')\n",
    "ax_hist.set_xlabel(\"Average file name length [in characters]\")\n",
    "\n",
    "plt.xlim(0, 60)\n",
    "#f.tight_layout()\n",
    "#f.savefig(\"plots/file_len.pdf\", dpi=100, bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "libs = df['list_of_libs']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "libs_list = []\n",
    "for l in libs:\n",
    "    libs_list.extend(str(l).split(';'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "while(\"\" in libs_list) : \n",
    "    libs_list.remove(\"\") \n",
    "\n",
    "import collections\n",
    "\n",
    "x=collections.Counter(libs_list)\n",
    "x = x.most_common()[:50]\n",
    "\n",
    "t = map(list, zip(*x))\n",
    "names = t[0]\n",
    "counts = t[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5,1,'50 most freqently used R libraries')"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 344.16x86.4 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4.78,1.2))\n",
    "r = range(0, len(counts))\n",
    "plt.bar(r, counts, label=\"Frequency\")\n",
    "plt.xlim(-1, len(counts))\n",
    "plt.xticks(r, names, rotation=90, fontsize=5)\n",
    "plt.yticks(np.arange(0, max(counts)+1, 250.0))\n",
    "\n",
    "plt.xlabel(\"Library name\") #, size=15)\n",
    "\n",
    "plt.legend(loc='upper right',  ncol=1) #,prop={'size': 15})\n",
    "\n",
    "plt.title(\"50 most freqently used R libraries\") #, size=20)\n",
    "\n",
    "#plt.savefig(\"plots/lib_frequency.pdf\", bbox_inches = \"tight\")\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Documentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from helpers import make_autopct"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pie chart\n",
    "labels = ['Yes',  'No']\n",
    "sizes = [(df['docs'] == 1).sum(), (df['docs'] == 0).sum()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5,1,'Dataset contains documentation\\n (readme, code book or instructions)?')"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WqEGjU+N1+/C6fNSeaKCyoJ7qY47O0elRwUU/T2HorZ+QkP0vOqH4Op3wSmodVyzfVfyjXy3ZXeJrxrU/XdNn4NWqryz6ZT/7Jiz3My7TQK/JKeRMSCdjaDqWlFjUGjV+vx+VSoVaowa1ChWB4n1+fF7fqb/7vT7qK2yc3H6Swq9OcvCLUqqPRKCGVsH3HuvGkJs+JC5rPp1MfJ1KeBU25yWf7Sn56VOLdpW6vc07pgY+uD1vzOCjb9Rp1/9td/ClqqDHmHiG3pJL7ym90VuNqDVqdObgt09yN7jweXy47E4OrSxg6/wCCr+q6jgNqGDK093In/kOcZkRi8s2R6cRXrXdNXrlvtJHf7lgZ5nT42vxNWrWq9XL7uxzcY+vnylQ7VvSvkWEzEk6Jj7Ul0E3DkJr0KEzG1Brwtcg9/n8uOudeF0edi3Yxeo/7euQzBmVBr7/+zQGXvdHzElrwl5eK+kswsv6fE/xcz/997aqepe3VY2krAST8eMb0yYkfXrfVk5srWh1Sd0GWLn89yPJGJKFxqBFq+/4eSdelxeP003J7hN8+tgGija3a/2RVqMzq5nxWiJ5Vz6MsrFhxOkMwjNtP1b9/E/e3ao7WmlvU1tofO+khFcmaUZYF85aQ93JZgPmp4jLMjLtr6PIGp2D3mxApY78cIPfBy67g5PbjrF49tdUFrR8DcEQl2lgxmtqeoydzberjUaMSAtPdajM9sicpXuHrdhbWtUeA7eNzsx8LK+0r3HBbatw279bW2r0Kq76y1D6Tx8Y9tdpe/F5fbjtLg58Lvn4vo14GsLTY88cGcu0vxbTbcDPiXBsV/PMM89ErPCyOsdlH20puuadb462/lV5BtuLamvTsnoa8/L699bsX3b6gs/Z4+P5wfKryRyehd7SOWq55lCpVWgNWhJzkxlxZ19K956k8lDoa7/aE07wp9NtoApj7K6Q228DkazxcpbtOvnn2e9uLT9bD7YtvHOrGDmq5N9O7Vd/3IFKA9NfGE6/qwdgsIZkm8sOxWVzcmCF5KO7vsHnCe0DUmnguldTyb/+ZyjzfCNCpISn3XG8+u/3vr3FWFTdEJIxLq0aPrs77+Kc7c8VqcfeI0jslYrO2K7tjjoFHoeH6mPlvHHFcmylp3q/eyq11rwEj629dXdpg1pvM2ZYcn/0Vg3dhz1AhDKRIxKrLal1XPH+puMpoRIdgMcHT35RvsN/5bMTSRHpoRJdQUEBP/rRjwCw2WzMnj2byZMn01wT5auvvuKee+5hxowZlJcrGUpPPPEEl1xyCZMmTWLUqFHU19fz9ttvM3/+fFatWnXauQUFTRZM1xq1JOSmcu/668kcFQew7KixW6VTrVer4NebYga9tteS+8Q3sUPXnNQnAvxluzXvxV2WPr/dHJO/8JAxo9HUplJd/J+3W/M+PWZITTX5XJ/sqk49vOSPaVQVziJCREJ48bK47pb3Nh4Nae7YxD7JiS/dMuwqjU6vQ60NyXW5XC7Wrl1LQ4PS3Nq+fTtz587lk08+Yf369ezYseO04zMyMnj55ZeZOnUq27dvx+/3M3PmTL788kv++9//cs0112CxWFizZg0zZ87k3XffBaCsrIy6ujp69ep1ugMajRpLspVZC6a7+1zZbXGhsfeEdFdlsV2t31WpS/thv/pD03Iche8eMOcBrDhu7HPfwPoD9w+07Z1/wJwPsLlMFzdvvyXvocG2fZdlOUsB7ulv2/+799bncmLr91G2VuhwOlx4BaW2u15eVUAo2nWNfE+kJr94y7CrYk265jY4aTcfffQRM2fOPPX7+PHjMZvNmEwm+vbtS0pKymnHNwrHYrEwbtw4VCoVgwcPBmDfvn3k5eUBYDQaaWhoID5e2Yrs008/5Yorrji7I4YY45cJN36/Z89cANLMPle1S21+/6Apc2OpLuXOfvW7AWL0PsdzO6xi2VFjxl397NsAfr0pdnya2Wu7f3X8uKVHjGkAeg3+OpfKeHjxH1SU7rmPCGSydLTwem88UjlhXUFFyMaRJvZJTnz+piFXxBh1Ie1ErFu3jhEjRmAyfVfLNpuN9PR00tPTv/O35cuX88orr7B27drTPl+5ciWTJk0C4M4772Tt2rU8+OCDLF++nEsvvZQNGzbwn//8B4ej+dbHLlmgF1fc25e8q1IBnhpeu/q9AvPALeX69CFJ7hqAOaNr1q4r1mcvOGzKm5DmLK92qrQVDnXMI0Pqdv0k37bjqY2xUxo8yjOPM/gaVm0vtHBwxQDcDYOaLTSMdKTw1DuLan764sqCkI3S9061mv9+87ArrCEWHcD777/Pr3/9a2bNmsXevXt56aWXTv1t0aJFzJ49u9nzLr/8cl588UXef//00GhNTc2pGm7QoEFcccUVNDQ0YLFYSEhI4L333iMnJ4d58+Y1a7eqqoqYhGQd17x0mTdtaOzr+yz5H11WsTxO73M8sSF2GMD/bY4dOX9K5eejUl3HZ6+Nn+DwqtQ6NR6NGvISPLY4vc9+pE5rBrBq/a46t1rPuuerKd3zAB1cCXVYYU63d+jne0oy2hqdOBtWg1Yz/4ejr7IatWHZWPi5557jrbfe4q233qJfv37ce++9AKxYsYIpU6ZgtVpPdSBqampOOzczM5PevXuf+r2wsJCcnJzTjvF4PKxfv56JEyeequVMJhPFxcXN+pOUlKSUY4w11V71j6safHojwKPD6rYerNUmA5TaNbE6Nf6fD7HtKbVrYtPMPpdW7fdWOVVagBid39ErzlMPUOtWGdLNXju2Uhd7lyThqh8V7D1rCx0Vp1QdKLXd8d7GozXnPrQVxoB37x49NdGsj1GrOq55Mn/+fF5//XXi4+Nxu93cfvvtTJ48mQceeIC3336bu+++m7FjxxITE8N999136rwvvviC6dOnn2brk08+Ydq0aQDExMTQp08fPv300+8c18jYsWPZvHkzAAkZPc0XT7/V9/qmV3KrnRjuG1C/BWBqlmP/CzstfbVqfLeL+q0Ajw6tW/vbzbFD+8Z7Kn+QV79Np1ZSY2xuteGS7s4SALbNr6H/9NvJGPoNHZQ601HjeHmvrj702zlL94akJ/v0tP75N43qMdyo0wSfutSFmDNnDo899pjyi9vhZs/CnSy8Z1Nb7dS6VNo5W2IHzx1Ts/nUh5OeTGH8/z6NRtch83Q75FW792Ttze9vOhaStd8GZsTGzByRNfRCEx3ArFmzWLcusO+fzqgjb1p/sse3eZfuBYdMmU8Mrz19F8kt8+oo3XtHKPxsDR0hvOSDpbb+B0ttQQtPrYKXbh0+1WrQdr0wWAjIyspi8ODBnHpLGaxGZrx+KRp9q9sb1U6V9pa+9iNW3Rk5+tVHHJzYko2yg2bYCbvwjlTUX7lgy/GQvM8fuTyvf0qMIS4UtroqFosFVdN2rTnBwpXPDjn7GacTb/B7Gtt532HPIj9VhVODdrIVhFt4qnKba/JXB8rblfLUlDiTTnvT6B7DjTpN142/hgOtUceAa/OJSQ++6VG4poq64il0QIUU7gKytx+rNnt8wfdgnpk24IJs17UKnUnPVX8ZGbQdr8vPoZUmlO3kw0pYhVdU1TB+1f6yoEWXEW80TO3frZ9eo9ac++gLELVWTc6EXqSI4Mc09y5xULJ7Wgi8apGwCq/M5pz0zeHgw2O/uEwMMurV0dquJXQWA1N/PSxoOyV7bNgr81EWcgwb4RReuiyujXW4W54xdi50GpVqUl43oVWrO/NyG5FHrVbRY1xP9NYgBeOH4xv0KAs5ho2wPczSWsfolfvKgrZ/y+jsHjqNKroDUWvQ6nWMeyB4wRz+yk/10eDbjC0QNuGV1DnHbzxSGXSI7Afjc4aZ9Nroa7Y1aI1aht3R6qGVs1K0qYb68rEh8OishEt4qnqnJ6PC5gpqEexusQZ9kkUfEyqnLggMVkPQnQxnnZf6shQgbF/4cAkv8VilPejxthnDMrN0GnX0NdsWtEY9Q27NCdpO6V4VYcxODpfweuw5WRu0YKYNzhAGnSYqvLag0Wnod5UI2k7pHh3uhpzgHWqesAjvaKW934ESW1DrdalVkJVgSg6VTxcUlpSYoHu35fsbqDqSHyKPvkNYhFfb4B60v6QuqH0nhvZIiIv44hpdmZyJiUGdXybrcdv7hcib7xAW4TW4vBlldc6gVkIa3TMxxaBVR+Oy7UFn1pM9LvXcB7aA2+7DXR+2hIxwCE/V4PYagq2txuQmdddrNdEQWXtQa9T0GBt8x8Bp06FsKh1ywiE8U50j+PVgeqVYo+27YEjITgrahq3UD7Q50bQ1hEN41mq7K+iJEGaD5oJM9gwZmhCs+1dXrKYLCS+mKgTC06pV0dhsMKg1alRBtlTqTmrpQsKzVtS7grJrNWg1Kjpw+tj5iN/vJyE7uJUV3HY1YYpehFx4Xp8/psruDqqa7x5vMvqJ/FKlXRqVCmIzg2uueN3g84algxcO4elcnuY2Cmg9Bl004TMEqNDqg3u+fq8fj6Nr1Hgatcob2AWi3Wg7cpb2+YxaG9x9VDaQ6TLC82mCXPHV7fV33K495zNed3DNFb8f/L6wdPLCYdSj16iDuuB6p6cz7MvUtfH7/c0uRt4W9GY1xviw7JgZDuE5LQZtUBd8rMreoFJFX7dBU3k4uEn0hhg/ak1IVoA4k3AIz2ExaIOq8dxev9/ni75ug0KlUmErCW7nIEOsDwjL3hvhEJ49zqQNWjSeqPCCw+fxBb3wkyGmSwmvvHt88NM7axpc9SHw5cLFbQ9+NXdLig/oMm28+iSrPujN4XafqG1+hcIoraNUlgZtIz4LoN2b37REWLrKZr2mxqgLbh7s14cqTzrc3vDvbng+4nF5KfyqKDgjKjDE2oGwjDCERXg6jfpIj0RzUHHCdQfLy91eX3RYpT14HG6OrC0LyoY1RY9GXxIij75DWISXZNUfyIhvZrn0NnCovN7u83euXaW7EH6ObwpuTnN8thGduTA07nyXsAgvNcZ4NCvBHPQ43K6imuO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      "text/plain": "<Figure size 165.6x165.6 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(2.3, 2.3))\n",
    "plt.rcParams['font.size'] = 10\n",
    "plt.pie(\n",
    "    sizes, labels=labels, \n",
    "    autopct=make_autopct(sizes), \n",
    "    startangle=130,  \n",
    "    wedgeprops={'alpha':0.6})\n",
    "#draw circle\n",
    "centre_circle = plt.Circle((0,0),0.70,fc='white')\n",
    "fig = plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "\n",
    "# Equal aspect ratio ensures that pie is drawn as a circle\n",
    "plt.axis('equal')  \n",
    "plt.title(\"Dataset contains documentation\\n (readme, code book or instructions)?\") #, size=18)\n",
    "\n",
    "#plt.savefig(\"plots/docs.pdf\", bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(0, 50)"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": "<Figure size 165.6x144 with 2 Axes>"
     },
     "metadata": {
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     "output_type": "display_data"
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   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(2, sharex=True, gridspec_kw={\"height_ratios\": (.2, .8)}, figsize=(2.3, 2))\n",
    "\n",
    "# Add a graph in each part\n",
    "sns.boxplot(df[\"unique_libs_no\"], ax=ax_box)\n",
    "sns.distplot(df[\"unique_libs_no\"], ax=ax_hist, bins=90, kde=False)\n",
    " \n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set_title('Unique dependencies per dataset') #, fontsize=18)\n",
    "ax_hist.set_xlabel(\"Number of dependencies\")\n",
    "#, fontsize=12)\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 50)\n",
    "#plt.show()\n",
    "\n",
    "#f.tight_layout()\n",
    "#f.savefig(\"plots/unique_deps.png\", dpi=100)\n",
    "#plt.savefig(\"plots/unique_deps.pdf\", dpi=100,  bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"data/rfile_stats.csv\", delimiter='\\t', \\\n",
    "                 names=['doi', 'filename', 'comments_no', 'dep_no', 'func_no', \\\n",
    "                        'test_no', 'class_no','encoding', 'total_lines'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def column_to_int(el):\n",
    "    el = el.strip()\n",
    "    \n",
    "    if el.isdigit():\n",
    "        return float(el.split()[0])\n",
    "    else:\n",
    "        print(el)  \n",
    "        return np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "simple slopes\n13 state south.R\nOA3\n2 and 3.R\nand main effects.R\nOA4\n4 (Point Estimates).R\n"
    }
   ],
   "source": [
    "df['total_lines']=df[\"total_lines\"].apply(column_to_int)\n",
    "df['comments_no']=df[\"comments_no\"].apply(column_to_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(0, 1000)"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": "<Figure size 165.6x144 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, (ax_box, ax_hist) = plt.subplots(\n",
    "    2, sharex=True, gridspec_kw={\"height_ratios\": (.2, .8)}, figsize=(2.3, 2))\n",
    "\n",
    "# Add a graph in each part\n",
    "sns.boxplot(df[\"total_lines\"], color='c', ax=ax_box)\n",
    "b = range(0,int(df[\"total_lines\"].max()),50)\n",
    "sns.distplot(df[\"total_lines\"].dropna(), color='c', ax=ax_hist, kde=False, bins=b)\n",
    " \n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set_title('Number of lines of code per R file',fontsize=10)\n",
    "ax_hist.set_xlabel(\"lines of code\",fontsize=9)\n",
    "\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 1000)\n",
    "\n",
    "#plt.savefig(\"plots/lines_of_code.pdf\", dpi=100,  bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ( total lines - no of comments ) / no of comments\n",
    "df['comm_rel']=(df['total_lines']-df['comments_no'])/df['comments_no']\n",
    "df['comm_rel']=df['comm_rel'].round(2)\n",
    "df=df.replace([np.inf, -np.inf], np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(0, 30)"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": "<Figure size 165.6x144 with 2 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Cut the window in 2 parts\n",
    "f, (ax_box, ax_hist) = plt.subplots(\n",
    "    2, sharex=True, \n",
    "    gridspec_kw={\"height_ratios\": (.2, .8)}, \n",
    "    figsize=(2.3, 2))\n",
    "# Add a graph in each part\n",
    "sns.boxplot(df[\"comm_rel\"], ax=ax_box)\n",
    "b = range(0,int(df[\"comm_rel\"].max()),1)\n",
    "sns.distplot(df[\"comm_rel\"].dropna(), ax=ax_hist, kde=False, bins=b)\n",
    " \n",
    "# Remove x axis name for the boxplot\n",
    "ax_box.set(xlabel='')\n",
    "ax_box.set_title('Relative no. of comments per R file',fontsize=10)\n",
    "ax_hist.set_xlabel(\"lines of code / lines of comments\",fontsize=9)\n",
    "#plt.xscale('log')\n",
    "plt.xlim(0, 30)\n",
    "#plt.show()\n",
    "\n",
    "#f.tight_layout()\n",
    "#f.savefig(\"plots/rel_comments.png\", dpi=100)\n",
    "#plt.savefig(\"plots/rel_comments.pdf\", dpi=100,  bbox_inches = \"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}